{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Prepare Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prepare train data...\n",
      "prepare test data...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['.\\\\data\\\\Simulated_dataset.pkl']"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_number = 5000\n",
    "anomaly_ratio   = 0.2\n",
    "test_size            = 0.5\n",
    "\n",
    "signal_length    = 1024\n",
    "Fs                     = 20480\n",
    "rotate_fre         = 60\n",
    "sigma               = 1\n",
    "coeff_type        = [1,1]\n",
    "from tools.SimulateDataset import data_prepare\n",
    "data_dict = data_prepare(sample_number, anomaly_ratio, test_size, signal_length, rotate_fre, Fs, sigma, coeff_type)\n",
    "import joblib\n",
    "joblib.dump(data_dict,r'.\\data\\Simulated_dataset.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import joblib\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "os.environ['KMP_DUPLICATE_LIB_OK']='True'\n",
    "data_dict = joblib.load(r'.\\data\\Simulated_dataset.pkl')\n",
    "\n",
    "ground_truth      = data_dict['test_gth_1d'][1000,0]\n",
    "normal_sample   = data_dict['test_1d'][1000,0]\n",
    "anomaly_sample = data_dict['test_1d'][-1,0]\n",
    "\n",
    "x = np.arange(0, 1024/20480, 1/20480)\n",
    "y_list, title_list, mark_list = [ground_truth, normal_sample, anomaly_sample], ['Harmonic', 'Normal', 'Anomaly'], ['(a)', '(b)', '(c)']\n",
    "\n",
    "figure = plt.figure(1,figsize=(6,6), dpi=100)\n",
    "plt.subplots_adjust(hspace=1, wspace=0.2)\n",
    "for i in range(3):\n",
    "    plt.subplot(3,1,i+1)\n",
    "    color = 'limegreen' if i == 0 else 'royalblue' if i==1 else 'orangered'\n",
    "    plt.plot(x, y_list[i], color=color)\n",
    "    plt.xlabel('Time (s)')\n",
    "    plt.ylabel('Amplitude')\n",
    "    plt.title(title_list[i])\n",
    "plt.show()\n",
    "figure.savefig(r'.\\figure\\normal_and_abnormal_samples.pdf',bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "from tools.classify_result import classify_result\n",
    "from model.AAU_Net import UnrolledAutoEncoder, Discriminator, parse_args\n",
    "\n",
    "generator_path       = r'.\\result\\AAU_Net\\model\\model_epo_015_GLoss_0.8070_DLoss_0.0594_Generator.pth'\n",
    "discrimimator_path = r'.\\result\\AAU_Net\\model\\model_epo_015_GLoss_0.8070_DLoss_0.0594_Discrim.pth'\n",
    "\n",
    "opt = parse_args()\n",
    "opt.use_cuda = False\n",
    "opt.Tensor = torch.FloatTensor\n",
    "generator = UnrolledAutoEncoder(opt)\n",
    "discriminator = Discriminator(opt)\n",
    "generator.load_state_dict(torch.load(generator_path,map_location='cpu'))\n",
    "discriminator.load_state_dict(torch.load(discrimimator_path,map_location='cpu'))\n",
    "\n",
    "data_path = r'.\\data\\Simulated_dataset.pkl'\n",
    "data_dict = joblib.load(data_path)\n",
    "input_x = torch.Tensor(data_dict['test_1d'])\n",
    "input_y = data_dict['test_label']\n",
    "\n",
    "x_hat, x_z = generator(input_x, test=True)\n",
    "score = discriminator(x_z)\n",
    "result = score.cpu().detach().numpy()\n",
    "RI, TP, TN, FP, FN = classify_result(result, input_y, thres=0.5, print_result=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anomaly score distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "import pandas as pd\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import seaborn as sns\n",
    "\n",
    "figure = plt.figure(1,figsize=(8,3), dpi=100)\n",
    "sns.distplot(pd.concat([TN, FP]).values[:,0],label='Normal Samples',color='g')\n",
    "sns.distplot(pd.concat([TP, FN]).values[:,0],label='Abnormal Samples',color='r')\n",
    "plt.xlabel('Anomaly Score', fontsize=14)\n",
    "plt.ylabel('Density', fontsize=14)\n",
    "plt.ylim([0, 60])\n",
    "plt.xlim([-0.05,1.05])\n",
    "plt.yticks(fontproperties = 'Times New Roman', fontsize = 14)\n",
    "plt.xticks(fontproperties = 'Times New Roman', fontsize = 14)\n",
    "plt.legend(fontsize=12, ncol=2,loc='upper center', frameon=False)\n",
    "plt.show()\n",
    "figure.savefig(r'.\\figure\\anomaly_score_distribution.pdf',bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reconstruct overall feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x700 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_samaple = 0\n",
    "\n",
    "color_list = ['g','r','b']\n",
    "title_list = ['Ground-truth Feature', 'Input Sample', 'Decoded Feature']\n",
    "simulated_signal = [data_dict['test_gth_1d'], data_dict['test_1d'], x_hat.cpu().detach().numpy()]\n",
    "\n",
    "figure = plt.figure(2,figsize=(6,7), dpi=100)\n",
    "plt.subplots_adjust(hspace=1.2, wspace=0.3)\n",
    "for i, signal in enumerate(simulated_signal):\n",
    "    plt.subplot(3,1,i+1)\n",
    "    plt.plot(x, signal[selected_samaple].flatten(), color=color_list[i])\n",
    "    plt.xlabel('Time (s)', fontsize=14)\n",
    "    plt.ylabel('Amp.', fontsize=14)\n",
    "    plt.yticks(fontproperties = 'Times New Roman', fontsize = 12)\n",
    "    plt.xticks(fontproperties = 'Times New Roman', fontsize = 12)\n",
    "    plt.xlim([0, 0.05])\n",
    "    plt.title(title_list[i], fontsize=14)\n",
    "plt.show()\n",
    "figure.savefig(r'.\\figure\\reconstruct_overall_feature.pdf',bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize atom feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tools.CalConvDict import GenConvDict\n",
    "\n",
    "ParaDict = torch.load(generator_path, map_location='cpu')\n",
    "MatrixName = ['W1','W2','W3','W4']\n",
    "Dict = GenConvDict(opt, ParaDict, MatrixName)\n",
    "ConvMatrix, SigLengthList = Dict.GenConvMatrix()\n",
    "KernelLength, StrideLength = Dict.CalKernelLen()\n",
    "D1, D2, D3, D4 = ConvMatrix['W1'], ConvMatrix['W2'], ConvMatrix['W3'], ConvMatrix['W4']\n",
    "D12 = D1.dot(D2)\n",
    "D123 = D12.dot(D3)\n",
    "D1234 = D123.dot(D4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CslJcs3FuLIclh+qbetol7B4MOPK9mwXfozpixvsvigJuujqER55P4YXTGRzab6TFzcGQG/aF8JHf7cNjL6Vw/6sj+tdEW0REQgKSGRWzizJ2bPNUjMh1LK7IyGRVZLIq5ldk9HX6LM0s9Kihhw5yL8KfFS6m8wWgIKvwScJaf42oE/bicMC4T6kq+3MuuM0dJQFjsB9lNuqP3UYFAIevClm+htneZE8FRLwlNrRLLm8nCRQXNJlRFBXHzjFLg7nIpj3KxYZ3FspN8EOiq03Cwopcsii5VCcqjlEkvnlmbTxzIo2PfWmpIf/WNbsC6G63PrqSKCAcFJDOqkhmFN0Ksh68PfG2bh8mZgsWG9XxCxn89odn6/fCbdz/qgg+8NNdjn3/ZsCHXcai1s/9kQOG2PiFtxq/z7vr7dIaXuwdDmDvcLEA6+v04eJkHjOLBezY5i/6c6JyzMGS2cWCVWxERMOS6KGD3Itwp0Jvh7FXpbMqWltIbDQC/vluMQmJgF9A0C8gm2cNExK21rgcLjZmFgqQZRUSCcS6Yc9slMKwTXvHRuUpscHTrjHTBbZUqzbOpck8VhIKQkEBV+80xAbr8lKgjlQ1wg+J/i4mNkql8rj4i5YUG5tv1kZ7VMT+7c5H6X0S8N43t5X8s5aQiHS2tPgrB1+74T4/JmYLWE4o+uFx/Dyz/LRHRd1XXU/6ujy1/VSEHhCxfe5v0orEz4/nsJKQ9U5Tlyat3fXK0dsp6WKD2BgrJrExsyjjOlgHkEbC3jvIvQgXeJ0xCX4fy2ykMkrJABVRf/QZGzabc7RFRHZFxmpKQTJVOrPR1Was2eySrNuqiI0zr2U2etrLv6e1ztVqJp76hOg1G5HitF8psfHSWZbVuH5PEH6f8UDRFPGNEdfFhg+nLuaQyaqQFRWSyS6VKLNJAcCgadaGqqq6D9HL3HMkgnuORNb/QgeJhAQsrFQXkeWb1UAP6xKmKGwGTVebpNcTvOt1Mfz4fTFHXrMTJNJKQzbhYEDQRQMnnijOvgLscN65zY/LU3m8fD6LO29sgayoRZmNcnBhdmkyj1kHBEdLSCwZGNiMxC1io6D9Hjvgmdigmo1GEDed5+GgiHxBIetaA0mWsFEBTGwsrMhIpBQ9823PbIiigG1dPozNFDA1XyCxUSdkWdXdBV1rWPyNgIh3nhdPfUJWStio1ioQP6qJjRttfrd27YKwQlPEa0LPbJii3emMiqgp/b2Wjaq/ywdRYDUIi3FlzYeKqJxaNiB+4LS2iOhoZZmqhRWZiY0rlUXd3cbXHlvFZx5caci/9Xs/2al3nQJKWz05N14VxOWpPI6ezeDOG1swPV9ANq8i4BfWPay5r/2BxxN44PFEHX8Cxo/e24pfeWdH3b+vGzHv+3yAorlAPEI2qobAz4hYREQ4KCCepMF+jUQvELdnNniHz7QxIdxeIA4w6+3YTAGT8wUcdvi1bhUWtY6romgExUvhRaunp0JZ+ubUsn5mQ5ZVHL/AbCBFYoMyGxtiRYsCdmqpVKD4gptYQ2z4fYLegeTKJqrbaDZ8A6qmHV7SdODwdtKLcRn5gqq3Bt3tMbEhCaw9tpP/433OXz5vHdSn12xEigX0jVphOA+CcAvVjn6fJStYituuDWtDnpz5eSRPnQQbo1RmY7WEjaraAZlE5aiqannP+d5FYqNxpPSBfrbMhmnWRqJMgThA7W+dgNdrdMakNc8EL+5RnspslLJRGQXi1jf97FgOqYyK1hYRe4eslyV9ijhlNmrCHJGKhEQsJ4rT36t6y7zSt5iBHj+mFmRcmSvg+r3Ovt6tgj7Yr5rMRtpYp86YBCCPpbiMidk8ZIV9z54Ob2We3v2GNrz7DaXrWurFw88k8DefWyxqMqFnNqLFn/sb9ocgCMDYTAHzywXdprZrYP1an53b/PjSXw7W4ZUTa4mNaJha3zaCVEaFor29rS2i3vKZbFSNQ7dRhYttVAALGJrPBzvU/rb+LFRQHA4YNRte2qM8Fc+K65dcU+vbltKtb186o3Wh2h8sar3arl0EqBtVbayarCJhPZ1nFXtrZTYAYEir23jyaAr5gnfUuZupxf7BIyOREBcbLLNx8YpxEd4MNTX1hgcs7G2B4yYhbscc+Hj5fBaXKywOJ+qLRWwsyVBVY55ALCJ60g/tNcxDFIMBU2aD3vOGsVaBOACtZmONzAZvf0vuhLrBi8O717GWe3GP8pbYKFUgrj0YubxqGWZ29Fzpeg0AelEndaOqjbhpuKLeFcFuo0qvLTbuPtwCUQSePZnBH3x8tuwEeKJyWmroomOOXHVpYmNhRdYvwruozWpJOspYMct1o+Lw/ejo2YwxY4PERkOJm4aSZrIq4knFyGyYu1F5KGroNexnOc8m0RTxxmFYaMvbqJJlCsQBymw4AbdRda2T2WgpEeR9/KUU/uyTc67dtzwlNkq1vm0JCvpEcH5hzeYUnBxh9Rr2YSiAUbNBE8RrQ4/eRiWjTqCMjapch5sb9ofwV7/KJiYfPZvFb/7dDJ5+OYXLU/mqJmATBuWE31roYiMk6IPoFuMyLvKL8CBdhEvBMxsrCRYZB1jAI6NdlmLR0ocFFxsvnM7oNTE7SdA1FPtQ0plF2Vqzoe9pqr62RH2xNxAJB2mQYqPhF9WyYsOU2ShXIA4wC7tZwBO1wwf69ayb2Sg+6z//8AqeOJrG86cz5f5aU/FMzYaloMyU2RBFAZGQgESaDaHpbJNw6lIO+QJrHTbcV/wj8otCPKl4eiDNo88n8TefW3D83/FJAn7xbe14212t1gtVi8nfbIumrzVng3PzNWF85Hf78If/OIfLU3n88b/MAwAEgc2TcII7bmjBH/98tzPfvMkYg36q6UZlDHbq1Da4pbiC+WUWraLMRmm4FTNfYJ/9aFjQD1xRKLYmcK7bE4Qkst70AIvo9nqsJsbr8PbE+pyAxYKtQJytnaKyzEe4zFoStbNqajUMQK/Z2CoF4s+/km5IYXVri4i7DreULDYuZ6NqNVnTy00QB4BQQNQH+z7yXAqxiIhURoFTK3j4qhCG+zb3eVRpZqOUZXp6gX2eFpbdmWnyjNjIZFXktffQ7odubRGRSMv6BffoGW6hCpb0m8ciIgQBUFWW3ej0aOtVRYH+njhJvqDiW08n8La7WvVDWRTYRcnoilB5Nyoze4cD+PgH+vCZb6zg4pUcrswVkMqojv1cBXnzHmaG/aOyn1FRVL1mIxoS0al1o7oyl8dinK0f1ROUJhgQ9Ynty6syomHRYg2x14lxWkIirt4ZwKmLOQAsq0E1MY2Fr9OugQDOjeUwtVDQn5loi4igX4AkArICJDKKXpdG1I9iG9XWqtn4xlMJPHks3ZB/azWp4K13tRb9vjnQZIYHCJNpdU2xAbC6jYUVGf/w5aV6vuSS/OHPdG0BscEuPt1rDPQDUDR4lBXzs/9eiLvzGfKM2ODWHb8PCAWsh3OkRQQWjFT4Cc1CdWhfsYUKACRRQCwiYiWhYDkhe1Zs3HEojP+7b8DRf2NhRcav/+0MLk/lkS8Y6VJ+oWoxWQ7MmLu7rEdvpw+//54uACyDtZJQkHXIShX0b96LXbU2qkxOBXeJtIQFU4E4+/tdbVLR0DrCoL1VQjpbwPKqgqHetWdsmLnxqpAuNqheo7Fkcsbesm/Yj3NjOb0ZAsCCI4LAgijxJDvAe9qb9GI3MfY29i3BrVWzcWBX0PF/Y2mV2cm/+r1VvOU10aIAiLk5iJlSrW/LdZV8+z2tSKQVBHwCImEB4ZCIdbp418xWyABXWiBuOErY+vCsBgAsrrjT0uYZsbFqKkq2RwJbTd0TFEXF+XF2kB/YVb6lZHuUiw13qsBKCAdF3evqFL0dEqJhZlMbncrrH27+npe64Foi5lVOJRYEQbe5EdVRrY2KR60kkYkwXiDOoYvw2nS0ipiaNzpSVSw29ofw+YfiACpre0vUD26hkkT+3icxcoWdF6GgAL+P7WeREBsyRzUEzmC3RIfL1P5tVn789THH/410RsG7/ugKJmYLeP50BrceDFv+PFWmHoOf2WzekvZ7ZcTG3YdbcPfhljq/8q1JOmtkJ9azUfH1yGRVyIpqERsLLhUbnskPl2p7yzEXNE3MFpDOqggFBGxfI+VGHakqQxAE7B1iF6ILEzlL21ug9AU3mTEi5pVkNoj6UC7LVA5z1EoQWFQqFDQOHhIba6PP6ykSG2sfFAd3B/VhmFQc3ljMc1D6utg68c5rraa9qoU6UjnKqq1rG4/UbpWajUYQDom4/9VRAMDXvrda9Odlu1G1FDfQobol5+H1GqGgULbmj2Nes1RGxfSiITaW4u6803rmJliq7S3HGOyn4Owoi1LtHQ6sWfhNU8QrZ88wFxt5y0A/oPTUanMP9cAmti25DR6hqvSCZKTRjTXqNGU3SGysjb6HaIeyMT187W014BfwS2/vwA/dFsEN+5y3UxAGZkHY18EUX0E7m831ZXoBpocm9HqJuD2zEaQJ4k7w1ruiEATguVcyGJsx7IK5vFEXWWyjstnUQ8Ka06yJ+rBgslCtV8fn9xl3q2RawfSCITAWSGxsjFJtbzkRU2bj7BgTG/uH174otUeN1pXE2vBBZBfGc1ixRW9LtWBLrNP2lnCGSJVWhFLTYUlsVE5HtFxmY/3P/TvuacXvv6fLs53wvIpZEPZ1WV3E5v2KZm04i26L1s4RmiDuDIM9ftx2LbNPfe0xI7uRzpbPWtjrM8rVaxD1ZVbLTqxXr8ExTxGfMWU2VhKKKwcle+ZTZLfvmNGniKcVnONiY8faEUPKbFQOt1GNTOTKdhFJlhAb63WiIuoLt37kC6hoVkmqRBqdd6QSBGAHWXzWpM22h1QjNojmsGJao2hY0O07gD2zUV2WkKgO+5yNrdaNqpG84x7WierbzyZ16yzP2IWCxVkLSbTaeMgK3RieOcm6qO7bXlkdn7kT6MyCtX2nG61UnvkUrVRgo1pJKLigFYdftc6C6X5rymysy/Z+P/w+tkGd18RcTC8QL64TWG+gH+EMYVO9RSURwkSJ6bA8szHQ7UMoQOu3Fh3aHlJtgTjRPPgatUVYnVJvh5HdMJ8t5Vp6E/UhnrSLja3VjaqRHL4qiB3b/MhkVTz6XBKAqTi8TFvnSIksH+EcybSCZ06wVsj33hyp6O+Yp4jzAnHuvlp0odjwTjcqW6s8M1x5n76URSanIhwUMFRimJ+ZHq2N2gunMzg5ksW1e8g7XQ6/T8CObX5cGM/rbYWNmg1rCzbANNCvxNRRwjkkkUVqUxnWH93e1WtuuYCJmYI+xdo8PZzTpaVwyUK1PkaBuD2zQd3UmomiqFhJKphflhFPKrhqR0A/I+yCsK9TwuUprUDcdLbwgzxR4cwaL/DJB5bx+NGU4/+OqqjI5lVkcypEUcAHfqoTdxyydiyy1/6tN0H8//znMh56JoGPf6Af/Sb725nLWfzdFxYdq/V4zxvbcN+tlV3+3IogCLjrxjA+O5XH+QkWLDSKw0uf0dGwiFmwC2up6eFEfXnyWAq5vIrtfT7sW6cEgMPXbmapoO9T2/v9GJ3Ku7JuwztiY43MhtGqjX3N3uHAugVNt1wTxqH9QRw7l8UffHwWH/q1XhIca7BvKIAL43ndnqPbqHgE0GQ3sKfIicbREhKRyshFha1j03n81odnsJJQ8M9/0I/92wPGBFlT5OremyO4MJHHj95bPASKsMKniOs1G4nKCsQJ5zhxIYM/+qc5y2DLO28M489+sQeAeY2YIOzrNI5Aa83G5qshWF6VMTnX6OnCKr79bNIiNrI5xThHbJmNfIENXvWZapnSGQVf/e4qsnkVz51K44fvNPamh55JYmTCKHyuN5vFRjfQwy6wk7Ns/bkTwd6JimO2TpGNynkefZ4FAe69JVLxkFd+bvM5QW1REYM9PoxO5V05a6NqsTG9UMDzrzg/+VIUBdx6MKRPUlwramh/GNazUAEsWv+Xv9qDP/rHORw7l8Xv/8Ms3vvmtqKBgfWgq03Cq6/3di/qPUOsJz2HX6jMNipVVSEIAhWIN5FISMA8rJek6YUCPvDRWb2V4bmxHPZvD5QsEO/v8uFPf6G7oa/Zq3AbVTypQFbUomgt0Xg++624MQ1cmw/0yqWc/ufcjtumCcXeTuM8ad3kBeLvfkMMb7w96vi/IwisE+H4TB4f/NQCzozmLH/OO1GJoiEyzPOi0lkVrS3GOfz08bQ+iHFsxiqWxqbZReu9b27DTVeXHuK7Efq7PBOPXZOBbvZzTM5zsVGc1TZT6lkgnGF+uYCjZ1m9RqUWKsC4e13U5gT1d/r0WVlunLVR9ZN0eTKP//1/nR9NDwA3XxPCX/96L4DiVnlm7BH0q3ZUVmATCogWwfFPX13e2Asuw6H9Qc+Ljb221B4XffywUFToFjYqEG8e9oL9xRUZH/joLOaWjc1nXGuBmNSjW5QmrwV+YVVUJjioZqO5XJ7K48UzGYgC8Nk/H0A0LOBtH7iC+WUZ6YyCcEgsYaMy1WyUan27icTGYI8fgz2N+/cGenwQBXbxmVsuoEcLHCZMlmgexfX7BPh9LLORyiiWtfjuC0aQi4sL/dfaXnbrwRCuWqcpzFZmsJe993PLMnJ5Vf9cl81stFBmo1F878UUFBW4ZldAF4WVwLOvl7Q5QX1dEjo1G/RS3H37VtVio7NNwh03hNf/wg2Qyal44XQGZy7n9Gj5Wq1v7RH0/RVW8wOG4Pjst+KYmHEmHbsZ/O97Bq3vKT8MQgEBosAuXKmMinCQdQUDKLPRDIyILBMSf/rJOVyZK6C/S8K9N0fwbw/HMaGl0ktlNojKkSQBsQi7wF6ZLUDW9ncSG82Bt/Z89fVh/dBui4pYSSiYmCtg33BgTbFRsvUtzdmomXBQxM4BPy5eyePs5Rx6DrH3emm19PkQDorIFxRLVnYlIeP5VzL6r82zIlZTin6pWmuAL8Esn+GggHRWxdR8wZixVGbvN/8+nQ/O8ohWtP+6W6qrDbIP8e3r9OndJDdFzcb+7QF88JecDY9kcwre9DsT+mbSERPXtCiYC5FbQgIGe6r7sUIBEe97W/uGXvNmJxIWMdDj0z2/fB3Y5GkBybSKZEZBV5tk2Khok2o4eleXjILJ+QJOXcxBEoG//Y1ezCzK+LeH46bMxtodSYj16WhlYoNHXIN+AUHq4tVwVlMK/usH7NB+5z2Gp3+o14eVRA4TM3kmNopqNgwbVcxSIE6tb+vB1TsCTGyM5vS6jRMXWJOR3YNWgdASEhBPWgf7PXksDVkBtnX7MDVfwOyikaUa1Qr7ezskhGkPWxNBYPeiCxN5TM4X1i0Qby1Rv0TUn7HpPM6P5yGJwN2Hq3O/2EVgf5dPz2y40Ublyic0GBCxTYtMXZ7OI5M1pl2WslEFAyL8mr7YPxyASNMuHYEP95NE6yal121oBzPZqJqHeS14bdXB3UEM9voxrHVom5ovoCCr+tR3ilzVTps22G9UExuU1WgO33w6gUxOxe5BP643TWUf1iLe47MFyLKqd22JaRa4zjYJPk1vmM+WqJ7ZYHvZYy8m8Y7/NoFPP7gMWaZsR6VwS7O5boPvS0cOWB0SLSWmiH/3eSYg33JHVG/IMK5lZrnA395PWY1KGNCCsFfm8iVnLJkxB3ApaOgMsqLiEw8sA2AlA/bukethr7fp7zJqNtxYIO7aT9FObaDY5cm8Xq/h96FsATdPye6vsF6DqB4+3C8WES0dE+zpPJqz0TxaTPaPFzT7wc3XsMLJrjYJoYAAWWFF43pmgyJXNcOHg/KLD7/EEo1DllU88DizUL3znlbL3jSkedUnZvL6vgQYWQxJFPALb23HD78masmI63M20ioURcWnvr6C5YSCzz8Ux299eEbva0+sDa+jODuahaqyJgpnLjPhwfclTjhk7QA2t1zAy1oW5J4jLbqo4M/aKImNqtCLxOdMNqoKajYoGFV/VFXFx764hO8fT8PvA376/raqv0dxZkPSW9cvxmUoiruCIq5ttbBjmx9PH09jdDqP6/eyDSsWkcq2BYu1iFiKK1XVaxDVwSdbdtgUuNm6ky+omFlkB3F3O80baDQ82rGSlPHSWS42WARRFAUM9vowMpHHxEyBbFR1gD8LvEsOZfOsPPD4Kh570dnZDtmcitlFGW1Rsaibi57ZmCno9RqRsADJ1Fr1Xa+LFX1Pvqdl86x+8MpcQZu2DLxyKYdf/J9TWoe++vPGV0dw323Od41qBLsH2UDYRFrFlbkCRibyUFRge5/PUi8DFE8Rf+zFFFQVuHZPEH2dPmzv9+P4haxet6FnNtaZqUUw9Pa38wUEfOzzXS7QZGl9S3ta3fnCt+P4+pMJCALw//1sNw7sqr65gT0r1dfpg19bV1lhQV+eeXcDrn1K9czGVL5o2mgp3vW6GL5/PI1XXeds8fpW5siBEH7q/pgu/jjmabsjEznkCyz7UU1nBaI+8LV44ZUM0lkV7VFRt78BwHCvHyMTeYzP5vUicopc1Q5PffNIN9morEzNF3Bci047zVvvjCLgt16e9MzGbB4rWr1GJQewWYB/8ZE4AOC+WyL48fti+ItPz+OVSznHfq6bDtS/hWuz8EkC9g0H8MqlHM6O5nD0HAuAHLmm+JwOB61TxL+nidTXHmFe9u39bC25yOD/v4MyGxXBbVSTcwX0dvBukhVkNigYVVeeOJrCp76+AgD4tR/pwJ031tap1CwIYxFRX0veFGNhRSaxUQk7NLExOpVHXOtEVapeg3P/q6O4/9WbIxrkViRRwM+9pb3o9412q0ZP+wM7AxUPpyHqB1+L2SX2zBw5ELLUMA1pUcBLk8aARmp9WzvcRqVqGes2mh5u4b5bI7imhqhdtQQDAo6UuKQP9vghCGxvGp2uXBBKkoBQUEAmq+LoWSYq3vKaKPq7fPjI7/bhpbMZ3YpSb3igbbNw1Q4mNs6M5oqsnWbMU8RXUwrOanUer9EKy3nHqdHpArI5BdOLbI/bvsneL6fgwb/phYIu7MraqCzdqOh8qCcPaF3z3nF3FO+4p/bhueZz2zwPpism6WJj92Dtr7PeuFZsDPf5IAisf/24ZlEo1faWaD4Rk42KdwipJS1IbBx70Zg9gjjUyw7mc6aCTYpc1Y7dUkiZDSt7hgKO2Y0qIeAX0N8pYWpBxqmLTDRUukaRkIhMll1or95p/BySJOjWRGJ9WN1GAo+9mMLCigy/D7hhX/H5wC9P6ayK4xcyUFV2D+A+dF6bcWU2j9HpAlSVrWU71UlVRE+HpM8yGdOEd0s5G1UL2aicIJdXceoS24d++K7ahQZgH8ZrnEOdbRIuTuax6LL2t679FIVMHal4upoOcndiyWxcNjIbROOxW6Ls0d5hzVZyWROFoYDVv05UB89scKhA3H3wuo3qxYbxXLzlDsqa18rVWtMW3o7z+r0hhEq0h9a7UWUUvHyOrdWhfcb+1dvBGlwUZOAHJ1lHq+39fsqgV4gkCnoEnE9kLxdo6m6TMNTrw1U7Agj66f2tF6cuZpEvsGYt/CyuFfPameufOnlHKpcN9nP1yci9mFwJrmWjIpoHj0hNzuX1ORwHdlJmoxmYPbh7h/z6xsMZ0i5evFEF1WtsjPYoZTbcjlG3wW1UlVndeGe3SEjA3TfV5qsm2PtvFm7lalL0blRZFcfOM7vVDfuNc0QUBd0G+uQxVs9BxeHVYa+jLFezIUkCPvPH2/APH+gjMVdHjmk1SzfsC274fQ2bnimL2HDprA1Xn4y8biOjFYyRjcqd8AvrMS0atb3PR6nXJmH2cZayerS2WG0HdtsVUR1FmQ2q2XAdw7bp0m0VCkLuW3/drRG9noCoHlEULC3pby4jNvR6s0XWtQoAbthn/Vpet3Fhgtre1oJ94PFa9XqSJECimWV1hd+RDu3feBMISRT02huzjapLmyLutlkbrt5B7YVyMRdV1hMG/JDgXcOoXqN5mFOrpYowASO7ARjRW6I2omERkuktpNa37mPIJjYqzT69/e5W3HowhHffV9wal6gOPm+jq00qmhzO4RenEyNZqCrLiPB6DY5dXJDYqA7e/pZTLrNB1J9MTsHpy0xs3Li/Pnek/i5W27xzwBDz/JlZcFnNhqtzkHaxQQe5O7FHx6leo3m0t0qIRUT4fQIO7i69oQ33+nByhG16VBy+MURRQHurpKesqWbDfdi90ZWKjVddF6ZW6nXirhvD+PIjcbzp9khZ+wjPHuW1eYmlor92cUFtb6vDbKMK+AV9LgPhPCdHsijIQE+7pLch3ij/45d7ML9csKwrt1G5LbPharGxvZ+pNt5Wkmo23Ik9OkKZjeYR8Av49H/fBlFE2YPEHOmltoYbp71V1MVGpRYdonF0t0sI+gW9KNZNvee3ClftCOKhjwxbsoB27JaeUh2rzDUaQb+Avk5ay2oYMAlvstA2FsNCtfF6Dc5At6+oDscoEHeX2HD1yRgKiOg3bSZ0kLsTs9gI+gXsHqBoUzPpbJP0YXOlGLIcOPRMbRReJC4I1CbSjZgLiwEq4m8WPklY85JlD1qVEhtDvX7wMoLhPp9lhhCxPv2dLIALkIWq0fDi8ENXOTu0s0sTG+msinTGPR2pXP9p22GyUpGNyp2Yo+NX7QhQK1WXM0w1G3WlQysSZ/Ub9Nl3I3y+DEBiw63wmg2ABUS624uNFwG/gH4tkjtMFqqqCfgF9OjTw2mvahSpjIIz2myrG+tQHL4W4ZCoP0tuqttw/a5rrtsgG5U7MUdIqF7D/Qx0G9EtSqVvnDYti0SXWPcybM5sUF2NKzGfI6WyGhxupaJ6jdrgHakoq904ToxkoSisa5R52rdTdLmw/a2razYAI7Ph97EBZIT7sIgNqtdwPeapyjRnY+N0aJdXCoa4F57ZCPiFkgPliOZjzmzYW96aedfrYhAEAffdGmnEy9p0DHT7cPRslrLaGt98OoGp+YKj/wYfKFqPlreV0BGTMDFbwH98bxXPv5Kp+/e/79ZI1Z3gXC829gyySHl3m0TDZVxKS1BAwC8gX1BxzS7KbHiBnQMBTC2ki4b+EdXTqw1U6m6j99Kt7NLqyLrbaY3cSktIhN8HFGTrMD87h/aHGnZp24zwAG5HK4kNAHj0+aRevO00hx2u1+Bs6/LhxIUsnjyWBpCu+/e/dnewarEhqLzV0/pU/IX15htPJTDc51sz2uEh6qGYmrYW5Xj6eAr5vIq7b/JUtGlTrkUljM3k8czxNN52VxRBd0R6PbsW2ZyC/3wigduuC+tDxzyOZ9diLR58chU7tvlx/V5PnSObci3K8dSxFAoKcPdhV05s3xRrkUwrePDJBO6+qaUhlh6HqNtaPPD4Kq7MOZvZAJi4e9frYvA1oKZ1ar6AB59KIF9w5uP2ptuj5hKHin4gT4iNTcam2LA2CbQW7oHWwj3QWrgHWgv3QGvhHmgt3ENFa+GKkCZBEARBEARBEJuPajIbBEEQBEEQBEEQFUOZDYIgCIIgCIIgHIHEBkEQBEEQBEEQjkBigyAIgiAIgiAIRyCxQRAEQRAEQRCEI5DYIAiCIAiCIAjCEUhsEARBEARBEAThCCQ2CIIgCIIgCIJwBBIbBEEQBEEQBEE4AokNgiAIgiAIgiAcgcQGQRAEQRAEQRCOQGKDIAiCIAiCIAhHILFBEARBEARBEIQj+Kr4WtWxV7G1EOrwPWgt6gOthXugtXAPtBbugdbCPdBauAdaC/dQ0VpQZoMgCIIgCIIgCEfwtNh48UwGDz+TKPr96YUCvvFUAvkCCddmcOJCBl9/YhWqSu+/WxmfyeNLj8SRy9MaOcl3nk3ghdPpZr+MLUMyreDfvxPH1Hyh2S9ly7OSkPHv34ljfpnWwk3wZ2R6gdbFizz9cgqPv5Rq9suommpsVK5CllX82SfmkMyoOHxVCL2dxo/yyf9cxvdeSCEUEPC6WyJNfJVbk7/61wVML8g4uDuIPUOBZr8cwkY8KeP9H5nF/LKMrjYJ995Mz4gTzC4W8KHPLiIWEfHA3w41++VsCb7zgyQ+8cAyLk/l8Qc/09Xsl7OlefDJBD794AqWEzJ++R0dzX45hAZ/Ribm8vi9n6RnxEsUZBUf/NQ8ZAU4cmAIkbB38gXeeaU2xmbySGZYVHZpVbb82fwy+/XEbL7hr2urk80pmF5g7//ckrzOVxONRlVVfPgLi/ozshinNXKK+RX23saTCtJZpcmvZmvAo7WjU7T3N5tZbf9fXKE9xk3wZ2RhmdbFayRSCvIFQFGA5YS31s+zYuPsaE7/72TaagVJptjBPk8PU8OZWTTe8yWPPQxbgYefTeKJo4atJ5mmS7BTrCSUkv9NOAcXzxNzebJxNhkeBFxN0WffTdC6eBfzeb2a9Nb6eVdsjBliI2G7MCUy7NezFFlvOGYf6PKqtx6Gzc6V2Tw+9qUlAEBnjD36PDtI1J8Vk9i2Z18JZ+BiI5lWSeA1Gf7+289norksxdl62MWGrLCs90Ml6mAJd2A+r+MkNhrDOUtmw/qm81/PUWaj4UxZxAa9/27iY19aQiar4tC+IN52VysAymw4ifmyS8K7MZgtO1fmqAC2mfD9P0ERdFehZzZsl9Vzozl846kEPvm15Sa8KqISzM+S1zJTnhQbBVnFhYnSmQ1FUZHS1N/cEh02jWba1AWGornuIZdXcfRcBgDwmz/eidYWLbNBYsMxVpJmsUHPQiNYjBvv+RWq2WsquthIU/bUTSzFDRuV2WrIz+vlhIJUhs4FN2K+61JmowFcnswjb9IR5gtTKquCPz+pjEqXqQYzRTYqV3J2NIt8AehoFbGj34eWEHv0U2Sjcow42agaSi6vWqJ9E5TZaBr5gqqLDMpsuAdZMeyFsgKks6VtOdQ62p0kM5TZaCjmeg3A6mOziwuyUjUW3okKoGiumzh5kT0z1+4JQhAERMJs6Cf5qZ1jmWxUDcXeWY1sVM3DXK+Uzas0z8clrCQUKKalMAsM83/TDA53kqTMRmM5p4kNvzZawxw5KRIbZKVqKOZNaokuWK7h5EgWABMbAPT+3JT5cw7zhYuEt/MUiY1Z2vubhV1cU1DDHSzZnhHz3cmS2SCx4UrMnVdXk946U7wpNrTi8IO72cXJfGEqFhveWhAvk0wrlg1reVWGolBEq9moqopTFzWxoT0zUS42yJvrGOYCcRLezrOgFYfzrN0Van/bNOwzAEhsuAO7II+bxIY5ODJNNipXYml9SzYqZ8nlVYxcYWLj8FUhANYLk33mBtmoGgfParSE2GEvK3TIuIHxmQLiSQUBv4C9w2yiu16zQcWbjmER3jRzxnH4RergriAEgdrfNhP7+051G+7AHvQon9mg/cqNkI2qgVyeyqMgA7GIiL1D7OJkFhj2yy3ZqBoHFxtDvX49ukhe9ebDLVRX7wjA72Prwtcnm1dRkElw1BtZthYr03PgPLztbV+XDz0dEgBggqxUTcHeEIHEhjuw26ioZsNbUIF4Azk7yi5O+7cHEC3RvpMKxJsH93n2d0noaGWHPXXhaT4nL1rrNQAgEjIefarbqD+sraTxa7IUOg/PbHS1SRjqYQV9k3PU/rYZrNjEtdcuRpsVu41qdY2aDbIgug9zYJ0yGw7DO1FdtT1QsqMOvzj1tLPLLtVsNA7u89zW5UO7JjYoott87MXhACBJAkJB9vzQFPH6wztRhYNkKWwUvGajMyZhsMcPoPr2t6pKnZPqwRLVbLgSHvwT2bZUVmxksqqlmx7hDixD/ZKKpwJYnhMbvDh8/46AHp1Npo3hNAnt4rRrgB02ZKNqHNzn2d/tQ3uUrQ114Wkuy6uybiXhDRU45ueHqC+82LKrTUKULIUNYUkb6NcZEzHYyzIb1Xak+tC/LuAdvz9B58YG4ZkNQbvUJimz4Qr4MzKgZf54RyNVVfU9S9JuhVQk7j7MNipFZXPlvIKnxEYur+LSJEuLs8wGe/kFGXo0im9qO7YxsZGkwX4Ng/s8t3X50BEjG5Ub4FmNndv8+tRwTkQr5Kfno/7wAtm2qKhn+ehZcJaFuDmzoYmNKjIbqqri+8fTSGVUnLqUW/8vEGXhn/W+TvbZJxuVO+Drsr2f3Y/4uqSzKgra9rR7kP0Ztb91H/azetVDVipPiY0LEznICpuC3NMhIRwUjMgJn1aqKb/udiOiOE91G46jqqpRs9HtQ0crz2x452HYjJSq1+DQrA3n4JaE9qhRv0TPgnMoiqoXv3a1SRjsZRemK7OVt7+dXZJ1S+EMXbQ2BBfb3M5GNip3wJ+R7X1aZkMTG3y/8vtYYAqgzIYb4c9RKRuc2/FV+xemFwp47lTaiddiQRQF3HptCD3txks8q1mortoRgCAwoREJCUikVSQyCjrbJP3iFA2L6OnwIZHOY3apoGc6yvHC6TQmHZo429Uu4fbrWxz53m4hnlSQ0VJ6/Z2mmg1q+dlU9HqN3YGiP+Ptb6lmo/5wS0JbVISohXTIUugc8aQCWTt3O2IS2qLMwpPMsPa3fD9aC541B4CZRbpobQS+7w/1+fDiGSBBLbYtfOHhFT0Q5CRtUQm/8s52xCISZMVoBa1nNpJWsRGLSNjWze5c1WY2RiZy+NxDK47VPP3ovTHcqI072Irk8iry2pJ0d0iYXZQR99Bgv6rFxuXJPP7+35eceC1FHNofxId/u0//NRcb+7cbF6dIWEQiLev2KS42ImGW/bg0mV83s3FpMof/9rG5er98nUP7g5tebExpUZCuNgkBv2CyjnhHeW82VFXFhQl2gTqwq1Rmo7SNKpVRdCFC1AY/1GNRCZLE3meyUTkH77LTFhXhkwRAAnq0A3litlCR2LhsEhuz1FikZnJ5VXcaDGsZJmp9a+XsWA7Pnsw05N/aO+THO18bw0pCgaKyqPhQr9VGpQdHIqIuNqarnLXxL19bxgunnfuZ7rkp4tj39gLmeo2+Th9mF2VP2aiqFhudbRJecyjsxGvRkRXg+8fTOHEhi3RGQVi7+PC2t1fvMLXwDIsAZD29xDe5aFjUO1Ktd3AcP8++b0+7hKt3FkeANwovVt/M6PUa2kbVQQXiTWcpriCXVyEKxrqYiZawUT13Ko0/+sc5/OLb2vFjr4817LVuNsyHd0B768lG5Ry8E1VXzBAVQz3sQL4yly9pI7RzadKo06DMRu2sJI1C474uth4kNqy89c5W3Hats/eoH5xK44mjaT3gtGQS5O2azdluo4pFRfR3VZ/ZmF0s4MUzTGj8+o926F346sk1u+p/N/MSeiA9JOgNeOIeeq6qFhv7twfw5+/rceK16Kiqip/440nMLso4eTGLm68JI5VRMDbDPvz7d1gzG4BhBUnomQ0BPR3sx5tbXvuhOX2ZHTL3vzqC9765va4/y1ZB70SlFQTqmY04iY1mMa1dmLo7JBbttVGqZuPESBaKCjz3SprExgYwF4gHA8WZjQefXMUrl3L4vZ/s1DMfRO3wzEaHSWwM9vjx0tlsxUXil6ZMNiqq2agZLqrboiJiWlOKVarZsHD4auftQLGIiCeOpnF+nN1v9GekVdKbhaQybKirnomNiNimiY2ZhQJkRYUkrr8/fecHSagqcP3eIN5xT6sTP86Wx+zaaY1oz5WHMhuu9EoIgoAb97OH8dg5lnU4P5aDqgK9HRI6TQeKvaOO3UYFAPPrZDZOX9YyJjvXj34RpeHFZP1aBJ1HThJpFfkC+XWbAb8w9XWWjilwq1TKVLPBL8Rj03TZ2giG2JCKZs7Iiop//o9lfPvZJM6NU9ejerCotfTsajOJjSra38qyilGT2EikqYthrfBsdnurpA/epcxG49k7zIKyo1N55PKqbmnuiEl6Vhtga8O9/20RCV3tEnwSc5hUMqdMVVV8+9kkAOANr9raVicn4XVPkbAh4r002M+VYgMAbtjHLv4vn2epuTOm4nAz5inisqIina3ORrWaUjCuZUwOOGCh2ipMmdreAkBri6kwlorEm8L0ojXbZEcfimnygvI+7AsrMnWQ2QDcStIWFXVLIRdyEzMFfZ+yT1omakMf6FdCbIzPrD9F/Mp8AfkCEPQLetSXrFS1wUV1e1Q0xIZpFlY5FEXFb/3dDH7pr6ZQkClAtVF6O1gGQ1aA0em87jLoiImQJEHf/+MpxVQgLkISBT1ANV1Bhu/kCMsehoIC7rpxc9emNhNrZsN7LaVdKzYOaZmNM6M5pDMKzo2VFhvcCpJIK5YIbSQs6p2s1rJRndGyGgM9PrRF1y8iJErDNyXu9xRFwTTYzzsPxGaCr0lfV+nMRikbldnqMz69/iWNKE2pORs84sv3MgCe6ibiZpb0GRvGkbZT67gzNsPsIGvBi8N3bvPrdQazi7Q2tcCDS20mu46iQBfY5bg0mceJkSzOj+cxMkEZv40iCAL2DrNn4MJ4zmKjAqCvTSKlYMVUswGgqrqNh59hWY27D7fo9bVE/THXbLRSZqN+9Hf50N8lQVGYj9zIbFitTlHTFGS+GAG/AL9P0G1UybSKVKb0opzR6jWu3kFZjVqRFVWPApoLke2XLKKx8DXpL2OjipSwUZnXapTERk3k8kaGldmorJbCsyaxseKhw8LNlCoQ7+/2IeAXkMurere8cvC2t7sG/ejTav0os1EbPLjUERUR9AvwaUuynpXq6DmjkxGvoyQ2xt4hdq+5MJHTA0m8rsl8YY3z4IhWC6B3pFrnuUlnFTz2UgoAWaicJmHKbMR4zQZlNuoDz248cSylHxZXbS+d2UimVX0z4+nBlpCo/3c57yGv1yALVe3MLsrIF9hAIC7wACOCUq79baXDtojamKkys6Gqqm6jAoAxEhs1Ye7Gw6NQZkuhJbOR8M5h4WYWTdPDOZIoYHs/++yb29qWgnei2jXg16dek9iojRVTZkMQBL0+YD1b5tGzxtyJMyQ26oIuNsbz+t7eqQU/YhGjUxjPsPLf69eye+tlNp44mkI6q2Kwx4frKuj4RtSOxUbFGy94KDPubrGh1W381w9Ymm6o16d7QDnmWQHmgX6c3jU6Uqmqqm9qpeYQEJUxpnmih3r9ls4VxhTx4gfi6ZdTeNPvTOhREaK+qKqKmfVqNmzNFdJZFVnTQKZRKhKviRVTNx5BECyWwsUVGRfGzTYqEhv1QBcbbdbPOp+GfHlqPbFhtlHxzIZ3DnI3sawJaB5s4mf2WlFYWVFx/IKR2eD2ZmJjcBvVyJVcUce2qDmzYbNRDfDBfutkNp46xgY833drBIJAXfWchHdcNWc2vNT61tVi4wYts8GnJu7fXpx9MM8K4IWuEZPY4EXicyUG+00vyFhOKPBJRgSAqB5egDncZ42gl7NRqaqKf/3mCjI5tSHT6LciKwkFmRzbnHgLaDv2zIa9TTFlNmqDW6PMNWD8WTh+IauvC/tautBulHTWqNfrsomNXQNsX19LbOTyqt6ximU2yEa1Efh+36ZdXM1F4uW4MJ5DMq0ipLWJHpspUAerOjDc54ffx6yy3BbLs38xkwhcMRWIA0bNxnqD/fi9as/Q5p8l1myMYLpg2KiS6zdecAuuFht9nT5LDYC9OBywFojzgX4RU5FSt2brKWWj4haqPUMBBPykymtlXIuAD/dZNxzuVbfbqM6M5ooGDRH1hV+U+ET3Uug1G1kVimK0RmzRMh5T8wXk8t7YyNyEeaAfh0d5nztlnbBLmY2NwyO2oYBQNEyskszG2HQeiso87F1tkslGRXtTLRRlNvgZvYZ4OKq1uD98dQjbNAuPubaJqA2fJGC3JrgV7e3XC8S1/WkxLiNjqjEDWMMcgNVCza/RYIcLS/49CecoNWejIENfO7fjarEBGFYqoHQRtzk6a6/ZAIyCwcWVUmJDs1BRvcaG4Daq7Tax0VEms/GNJxP6f1OnKmfgESnuvS0Ff05UlVmo+KVt5zY/ImEBigpMzFJ2o1r0AVlRY3vlwptbRXZol2ASGxtH96K3SUVWDi42xmfykMu0U9UtVAN+CILR9nMxLuszggqyinNjuXW7WhHFmY3WCmZtHDvLnotD+4P6vKvTl0pbqXJ5lbKuVbBn2DiXBaE44zSpDb0UBcNaG4tIOLib3YueOFrafaCqql503k5iw3HMZQJBvwC/Fof3SpMR94sNzUolCsaQGjPmCeJJzUZlruvgKcOlEnUDfDOjYX4bQxcb/eVsVMbDkEgr+N6LRp3GEs3gcITpdQb6AaxrG+8Uk0wrlm4lO0xtQ4nq0DMbJWxU3BJ684GQ9rXeOCjcjD5jI1Z84enrlBAKCMgX2CyNUvDJ4bsH2Ge+TeuipKrA7BL7O5/71gp++UPTeP/fz2KW7FVlyeVV3dJWlNlIlxZqBVnF8RF2Ft+4P4SrteAf70Bp53PfWsF7PziFh55JlPxzwso+k0W8PcpmbACGjYoHlFojIkRTzeVdh9nMjMfL1FWmMqq+n/FgClE76ayCTz+4jItXSn/uEybnjiAIejG/VzpSuf4TcsvBEHraJdxxKIxwsPjl6oPJTAXiZhsVL4ZatNl18gUV58cps7FREilFjywO9ZaxUZkExSPPJZHJqXp0ZXnVO55DL6G3vS3TiQpgfdgNsa4YswpaJWznYoMiiFXDI03tpsxGR9S6dx3RxEY8KdPnf4MslpixwRFFQRfO5TpSXdY6Ue3UxAbLbhhWKlVV8egL7MJ1/EIW7/uraTx1jBpblIJnNXyScTZH1ikQPzuaQyarIhYRsWvAjwM8s3E5W/LZ4CLkCw/HKdNUAXtMYsNsd+JBWT70OBaxPj98QN/Ji9mSDXb4WoeCQsm7GVEdX3pkFZ9/KI5//MpSyT83bFTsuTI6UnlDbJS/ibiEtqiEL/7lYNk/51ETRTEiXOZuVB1l6gYuXskhX2ALNtTr+rfBtfDi8K42yVKYD5ha38aNCxW3UP3ova34P/+5okfCzNY3YuMYmY2109stIRErCVbvxJ+RjpiIkHZ4eHHWxjeeSuA/n1h1/N8J+gX8yjs7cHC3NTOq96wvkdkAgHBQwDXa38kXgExOLao1sDO3VMCHPrvgmO3q9bdE8K7Xxer+ff/pq0v48qPOrwVQOrMBMBFxdiyHy1N53Hlj8Z9f5DM2BoxgSW+nD2MzBcwsFnB5SsTkXAF+Hys4PzeWw598Yt6RnwEAfvYtbfjp+9sc+/5Osmz67HNLG78UJcsUiB87Z1ioRFHAvmE/RJHZ42aX5KLsLBeXV+YKePZEGrffQFOr12LPoB+CwOyyHaZnhIsLrufsYqOnw4eDuwM4dTGHJ4+m8Y57Wi1/vmSap+JlvvxoHBOzzmcrYxERb7+rtahjHsAsad/Ruq6+cimHgqzCJ1nPBHPNBmDU3JTqSDUxm8cDjyd0G2i9eeudUewerC5I7/lbdiggQBSZ2OAFfeZLr26jsmU2RrXU+Z4hP7Vs2wDlLFSA4Q3NF4xuGBcn8wj4BbzlNa34/MNxZLIqllflIqFCbAw+/XitzAZgah1tymx0tEro1Q54L2Y2llZljEw05nV/7bHVIrGhT1AuUbMBAPuGA4iEmOc2X2B1G+tFBh99IWWZQ1BvDl/lbTujKAKHrwqV/DNeH1Mqs1GQVb15yFCPITb0zMZCAQtax52brg7hz9/Xg099fRlf+e6qXnBLGCzrHn7j8xzl7oMymY2jer0GW79gQMTuQT8ujOdx5nKurNgAgC8/ukpiYx3CIRGDPT5MzBb04CtgiECOOTjCuftwC05dzOHxl1JFYmN5k9RrPHMijWPnGtNq+YHHV/ELb23Hm++IWsYEnBjJ6m2GMzkVIxO5ogHWSVu31dgaszY++80VPPK8c9nXV10bxu7yOYCSeF5s8KFB8aSie2nNUXKu5NNZFemscajPawdIb5m2oERljGuefntxOACEgyJCQQGZrIqHnkngK1qE856bWtDaIqIjKmIqK2NpVcFgb0Nf9qZGVVVML65fswEA0ZARdTQX+23X2hiPzxQgK6plY3Q7994ccdwaeWE8j088sIyRK8UXWL1AvEQ3KoC18Oae24UVGSsJBX2d7M+Oncvgi/8Vx2/+WKelEx8PjrzhVRG89kj9L1e963xOauW9b2rDT9xX/4yJnYBfQEuotGBbqyPV4ooMVWW2H/MFmT83s0uyXkD+6utb4PcJ+OV3dOBn3thmmUlTT4IB7zxrdnhmo910cW1dw0aVy6s4eZHZorjYAIADO4K4MJ7H6ctZvXYAYPZn/nyJArO1nR3NFl3MCCt7hwJMbMSK14Vjz2wAwJ2HW/DxryzjxAizUvW0G/uEvtYeFxtvuC1i+ew5gaoyUXNuLIeP/PsSHn4miQ++r1tvS/+dZ5OWrz910So2cnmjPsae2Shlo+LDGF97pEW3RNeTob7qz4tNcdOOhATEk4aAMNuowkEBoYCATI7ZRLjYmNMsV93t3n5Qmg2PfNvb3nI6WiVMZQv4x68sA2DdkX7qfnb5aG+VMLUglxz6R9ROIm0Uaa5no+IbVypjtVH1d/vg97FNbmZR1oc8eYGBbp/jr3fnNj8+8cAyxqfzyOYUBAPGnrOyjo2Kt/CORUQsrMj69F6AZUp+cCqDh59J4Gff0q7/Pn/Obj0YxpEDYUd+JicIh0SEnT3H14WLjYnZfJE9YZ4Xl7dJluJYLjZeuZjF2EwBggC8+jrjfXfDz+VGeHMEs3CLrDFB/OxoFrm8io5WETtM2fGrdwXw4FPFk8R59tUnsaj7I8+n8OVHV/Hff47Exlq8+Y4oxmfzFuHWGllfbPS0+3DtniBOjmSLrFR6QxGPF4ffd1u0If/OT90fw9efSODTX1/G2dEc/uLTC/jw7/QiX1D14cZHDoTwwukMTo5kLe81f3YEAWgJ8o5h5W1UfP7J2+9uLcq8Nwvv3CDWgG1mMnitmNmSIwgCOlpFTC3IWFwxLk1cmJDY2BjlBvpxOmMipuYBSQR+7PUx/NT9MYS0i1nHGp3CiNrh9RodMdFyCS4Fn6mRSFttVJIoYLjXj4uTeYxN5T0lNhpBV5uEtiird7k8ldejUKqq6uKhrI1quyE2AGv7W25/u2jKmKiqMZCrlF2RWJu+TgnhoIB0VsXEbEEXH4DpHLD5qPu0ltG8G9uBnYGSXmsvcWkyp/+8TsGLt81Ce62hfscvMPvKdXuDFjszb3N/biwHWVb1DkoLejMACT9ybwyPPJ/CYy+lcOeNqXXrnmphe79/3eywFzh8dQif/KNtlt8LBQwrJ1BabABM1J0cyeIxm5Vqs9ioGoUkCnj73a245WAIv/RX0zgxksUXvxNHb6cPqYyK/i4JP3FfjImNi6w5An8meL1GS0jQgyKxMgXiiqLq1s8eF91vvf8UwZrJAFBcqBxjEXTzpbbcIUNUjiyruKL16C6XqnvPG9vwvRdT+NF7W/Vpvhx+AaNZG/Wlkra3HP6sLK7ISGvDgbgI3N7PxMbodB63XeedaHojEAQBe4cCePFMBhcmDLGRzhrpbrPYCAdF/PjrW5HOqhjWGlKUFBta15cRU/vD+WUZqYwKUSzu+EasjyAI2LHNjzOXWZF4SbFhO5Ttz85mqAv4yqOreOiZ5PpfWAdK1QaUqtngYuP6vdY00fZ+vy4Qx2by+tnB52V1xCTs3x7AoX1BHDufxZ990pmC/d94Vwfefnfr+l/oQQRBQLRF1LtJlqrZAIDX3BjGx7+yhJMjWSytyqb5WdxG5e3MRqMZ7PHjN97Vgb/+7CI+840VDGmukPtujeDArgAkke1LM4uyXnNpLw4HyheILycUyArLgrgpQLIpxIZdXJQSG4C1SJwyGxtnaqGAgswiJOUU9M3XhHHzNaUvqh3RzZPZOHYug8dedL4dpt8v4G13RjFounSqqoqvfHcVw31+3HZt2Gh7W4XY4L3W/T5jsBOPov/XD5J68Vo9Obg7iNffGqn7920Uuwf9ePFMBiMThjDgFqpQQNAzeJz3vb3D8mt+uHOxkcur+sE/vSAjkVYQDYt6VmOoxwe/z7t+/mayk4uNyRxgspJwG5U96NTdJumNRwDg9uu9L7Z7O33YO+S8WI22iLj7JuM9jpqsmuYshSyrOHWRiY0b9lmtHpIoYKjXh/PjeUzNF3SxwTtOdmnr9UvvaMc/fHkJ2Zwz9TNtHu+0tB4xk9gol9noafehr1PC9IKMK7MFo8skTQ+vmftujeCZE2k8cTSt1+O9/tYIQgERe4cDODuaw6mLWUNsaLboaMgsNqznB4ffbTtaxaKOVs1kU4qNqK2NamerddaGrKi68CCxUTvcRz7U57P4nSvFsFF5P7NxaTKPr5smozvJyqqMP/rZbv3X58fz+KevLkMSgY+8v0+fHr5evQZgFhvcemW0rNynDdG8OJnX24PWk3xB9bTY2Kv1rzd3vuKdqGIVXFL44c597vziy7l0JYfr9ob0w8iJQr+tQrki8Xktk9Tdbj0KJUlAd7uE2UUZQ72+TfHe/8yb2vAzb2p8S13zkN1EWtFF9siVPFIZFdGwoM84MdPfxcQG388A4wzv0s6Oq3YE8bHf63fy5W9q2IWVPQPlxAbAAlfTCzJmFgu4dg8ThkZmg+5Q1SIIAn7nJzpx6uI0FlZkXLcniEGtG961e4I4O5rDyZEs7r2ZnY88K2i+65azUZXb05qNu15NjdhnNERC9syGddbGUpzVd4iite80UR3cz1yuOHw9DBuV9zMbV+8M4D1vdLbrzuRcAY88n9I7gHF43YysAH/x6Xk9GrJe21vAyGLwzIU5SnXbdWH89o93FA3ErBdczHiVPVqUeORKDoqiQhQFnNU865Vklew2qjnbZOqRK3lctzeEsWn2+zu2ef/C2yy42BgtEhvlg059nT7MLsqbIqvRTHySoHclNIuNl8+zlrfX7gmW7HbH968Z03OxYCroJzaOOTC7ltjo6/IB57O6RRcw1Wxs8uyPU7RFJfzpL3TjX762hJ97ixEEOLg7iK9+d1XP+gHFA/0AUzeqVOnMhtsC6ZtCbJhrNkJBQU/TcuxTxPlidMYkT7X0dBvjvGi1ZrHBvZ/eFxsHdgb1ybdOcfFKDo88n9Lb2nHMFqfpBdmU2ajcRiVr+5XZay2JAn74zs3pV64H2/v98PuYPWRa69jFJ0u/qoIalyKxYSve5UXil7XnbCeJjZrhmYnJeWsrZ34WdJW4vL79rihUFXjbJvXsN5JoWEQmKyOZNuxO5eo1OHz/Ml9w7TYqYmPEIsb72BYp/57yLDlfC1lRsaLtW2Sjqp1r9xRn5q7drTkKruSRyihoCYlFMzYAoxYqnpQtxeRzLq1H3hSS1LwA9qwGYJ1kDbhX+XmN8Vk+Y6M2zVpuujtRmm1apC+eVCzFllxsvOq6MCTTx5931FkLuwWx3BRmohifJOjZhpGJHFZTCo6dZxeoO26oQmxodR6zS2wdeYcwXgtCNqqN09Mh6Z13+BA/wLi8ljoL7r4pgo++v29TdCNqNjwgyKOwqqriBBcb+0oHafj+xYf1AsCiVl/QGdsUV5emY7a4rWX95FkmHsiKJxV98vhmr2tpNN3tPvR3SVBU4JVL7BnhmQ1zYJ2fH/kCLDN/+P22p8NdZ/mm+JSYL0zRluIfqdNWG1CuKJCojrHpjV2CuAiMJxUUZGcK/DYT4ZCoCzRzdoOLjXtuasHPv7UdAOtEUVGBuN1ySFGqqtgzyOs2cnj2RBqKAuwa8FsK+MthFIiz/Yhfgo8cYJHeS5N5LK7IiCcVCEL59tLE+kiioIt13kEvmVb0DmwUeHIWe0eq0ekC4kkFQb9Q1k7ZXyKzodds0NldF/iFNRIS1iwmtlvauBshFhGLnCTExrlWm41xcoSJjYSWEYzYZsjx4KK5bsOtwfRNJza4B92MXrNBmY26sbwq6/aPwd7aLkGtERHcxca7+BBrw6dKm61Tk9phvK3bh3fd24r3vDGGX3lnO8JlJiqbsdc7UQ1TdfDuPiMTeTz1MrNQ3V5BVgMwFYgneWaD7Us37g8h4GeDSJ85mQbADnt7dyuiOrgA5J3X+DkQCQv6sFfCGfg+w2dtHNfqNa7ZHSjbYa3PlMlNZxQopsYuVLNRH7gIXKteA7CKDUUxDYCltreOwAfxnRixZjbsM+R4VsnsDtGD6VQgXn/MAsM+cwMwulFlcirSGWXTiI3nTqXx2W+tOP7vSJKAd/9QDLceNC5R58aYxWOot/ZLkCSyh2VpVcHyqoyuNgmZnIK/+eyibimpN4f2h/ALWvTfi2zr9uGVSzlMatHZfEHVI+LbullXsPe+ub3i71ec2aDDoxr2aB2pzozm9APhjgpnMvADPpVRtXXU5qN0+bBzmx/nxnL43gtsLsIOGua3YQZ72HvInx23HsqbEX6p5TYqfokqV68BsLM8GhaQSKuYXiygvVUy5gdQBrYu8D0otka9BsCGw4kis+zw8xqgTlROcfhq9ly8fD6LxbhsiA1bMH2w14/FeBZj03ns14bF6t2oXCbIN8Uua7ZO2T3oALOf8G4Yi3HZta3BqmUloeCVS7n1v7AO/P+5FYvYOH2Z/bsHdm6so1BHq4SlVUXv2f3syQwee8m5eRVeT7/bMxsziwWoKmuMUItQKDeThqgMLja497+3U8K+4cpshdEWEYIAqCpLg/PMRm+HhD2DTGwcO8cuZTuoXmPD8Awsb/O84NJDeTPCz+hkSoGqqnj5vDE5fC36u3y4MJHHzIKszzxpj5J1p14c2h/C3mE/3vDqtVuQm1tBTy8UqO2twwz3+XFgZwCnL+fw6PPJkgXiAGsacuJCFpe01vTpjKI3YXBbMN3bt20NS81GCbEBsEvtVLaApdXNk9m4YV8QH3xf9/pfuAFSGQUf+uwizk/kkM4oujXntFa4dGDXxjow8fa3fLDQyDgTMbceDOFNt0c39L1LsVnExqQmNrjoGOjy6d0oqiEcFPQLL0A1G9XS2iKit5MdwgBwx/XhitdBEgW0toiIJxXMLRd0W2Jvh08TMUko2rpQ29uNY2Q2rDYqr58DXoCfyxNzBXzh23HML8uQROCaXWsHq/o0sTG9WICoHe1koaofXW0SPvGH2yr62n6tFfTMYkEPDtL0cOe477YITl/O4dvPJCFpH3m72Nilzae5NMnuTXNa0CscFEoG3pvJphAb5qmKdg86pzMmYmqeFZjNr9GBxEv0dvrQ24BOKZ/5xgpmFmWcupTFkQNhqKpat8yG3v5WG2x2QevAc9t1YdxxqDI7ylZigGc2tDoNLjq4CKkWURTQEhT0CaV0eFTP3qEAZhdZbcXtFVqoOLEIExsXtMGA7JAQsHvQKi5IbGwcPjSLt7+do0YhDYNnNh5/KYXHX2K/d2h/aF0LLu8ENrNQQDDAznbqmNcc+rt8OH4hq2U2aHq407z2SAT/+JUlXJzMw68d7/Zg+i7b/CC9E5UL77ab4mZhFhjl1Bx/KK7MFZDSLlZ0yFQGT3XzvugTswWsphQE/AJ2D9ZHbPACJ37p4tOZCStcbMwsFCDLqp7ZqFVsAMYzI4mGt5qonD2aMIhFRFy/ji3EDvdMc5Hd28EmuO+xff5rnWVDGPR2SvBJRvtbymw0DnPHwuv2BPG77+6sKCvfr7W/nV6UscgH+pHYaAp8LWYWZMNGRW1vHaO1RcSrr2fBq7xWwmoPpu/UMhtTC7Lr65E3xScl4BfgK5Nm4nAv+nmtsLklJKClgm49hFHEx/ui86zGvmF/2U4ildJpmiK+tCpjYUWGIAC7B+hyVYquNjYvQFbY8J56io32VgkiDbmsmttvaIEoAm95TbRqLzkXGyOayO7pYOvY2iKiV+uT3tMuuS4l7kUkUTBsiHMFGhDXQG65JoT//du9+Nyfb8NH3t+HN98Rrahbnrn9La1Xc+HdwaZNNiqq8XOWH7rNWktjz2y0RSW92+rl6byr65E3xQkmCIK+CKWG+gFGNOS8VhNAWY3K4dHa05dzyOVVnL7MRMc1G6zXAEyZjbisDzEb7PFVdBBtRURR0NsQTs4XNmyjAowhch00KKsm9m8P4KG/H8bPvrmt6r/LZ22MmDIbHG6lIgtV/eB1G1fm8q6OAm42BEHADftDupWtUvgFd3axoM/YoMxGczBPdF9O0PTwRnDzgZBlgGWpoBO3Ul2ecveetmluF3wRSg31A4yWnnygkxsXw60M9/nQHhWRy6s4N5bD6Uv1qdcAjBqB5VUFF8bJQlUJ5uisXiBeh8wGtZOsHb9PqCkrxDMbfLgcz2wAxmCnq+vwnBEMPmtjbMa4vNJZ4F54YGVpVdEDK5TZaA7GrA1Zn3dCNX7OIkkCXncLy26IAqvps7NzgJ0PlydJbDSEQ/uDiIQE7C3TdtIeDXFjmsmtCIKAa/ewi88Lp9N6FHajnagAIzKylJB13zoflEaUhouNM6NZvf6IHwS1wMUGpcQbT5ttmJa5sO9H7o3hT36+Cz9xX6zRL2vTwjMbJ0eyUBRAFOlz72aiYUGfLXDxCgtGkdhoDj3tEkQByOVVPThCrW+d5w2vikIU2blfqtOh0ZEqj7ll9za92DQ37t99dyd+412dCPhLRxftB4oblZ+buW5vEE+9nMaDTyUgK6y7l9nyUSt8XZbiMi5oFrc9wxTJXQuexXjpDJvC290ulf3cV0KUxEbTiEWt73mP6ZkK+AXcfdPa/e+J6uBig9tpO2MSJKpTci2CIKCvy4eLV/L6nA1qfdsc/D5t1oY2D8jvKx4yR9Sfndv8+Nj7+xAp49rZuc0QG5yeOtzN6s2mERuCICCwRkCcxMbGuGEfKxLn8zAO7AzWNNfBTpvWzSJfYNYGgGxU68HFxvSCMTl8I9z/qgjmlgq471a62DaamC2z0duxabZkV8JtVPziSlFy99PX6dOzGgDQRbVlTaOvy6eLjfaoVJc7ALE+a7lIuNjgzXUAdzp3tsxTa5+u7MY0k5vZM+i3+AUPrDOMqVLCQTbdndPRKloKoohi7OJiI/UaAHD1ziD+8ld79U2LaBzFYoP2JSfp65Agmd5yCjq5H95yFWCtP4PrzOYgnKOv01gLqtdwB5EwGywLsOG8oujOtXHfK3KIcFC0XJbpkKkOSRJwcLehrg/s3Hi9Bsfc0WLPUICiJeuwzVafsdHMBtE8zGIjGhaoC5vDSJJgeV7oHHA/5nq0LrJ6NhXzWlAnKvdgDhR2udQauqVONrOVig6Z6uHD/UQBuGpH/axO5qwTFYevTzgkWt4zu/ggvEObqWaDLFSNgddtAEAPZbhdD2+5ClDb22bTb1oLKg53D7tMYsOtd9stJTb4RkUdSGrj1oNhCAJwze5gXQcimjetvVQcXhHm6OxAD11SvYo5s+HGor7NiFlsuPVgJgzM0XQqDm8u5rVwo1Vnq7JrwP1iY0vdUng0mDqQ1Mb+7QH8wwf66h6BbbdkNkhsVMK2bh9e0eadkI3Ku/h9AsJBAemsSpmNBjFgGizX5cJCSsKKuU6ACvqbS1+XuWaD1sIt8FkbgHvFxpaSpjyz4dbF8AIHdgbrvuFz72fQL2Cwlw7/SuBF4aGAUNT8gPAWPLtBmY3GMGTaY6hRiPuJRYx6S7JRNZfeDp/e8YjOHfewvd9Ylx6XBlC21KeFW6fogHEXXGzsHvRTxqlCeDaj3KAfwjvwug3qRNUYyEblLQRB0Os2KLPRXPw+QV+DtiithVsIBUQ9AOnWPW1LiY3brw9j14Cf5gm4jFsOhrB70I8fvjPa7JfiGW65Joy9Q3686XZ6z7zO/a+KYO+QH0cOhJv9UrYE27p9uP36MF5/Swsi4S11BHqWt7wmir1Dfhy+OtTsl7LleeudUVy1I4Br99SvIyWxcd52l7ufEUFV1Uq/tuIvJNakHmFoWov6QGvhHmgt3AOthXugtXAPtBbugdbCPVS0FhTWIQiCIAiCIAjCEarJbBAEQRAEQRAEQVQMZTYIgiAIgiAIgnAEEhsEQRAEQRAEQTgCiQ2CIAiCIAiCIByBxAZBEARBEARBEI5AYoMgCIIgCIIgCEcgsUEQBEEQBEEQhCOQ2CAIgiAIgiAIwhFIbBAEQRAEQRAE4QgkNgiCIAiCIAiCcIT/B7d8Jr/QvL7QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x200 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D1\n",
    "import matplotlib.pyplot as plt\n",
    "plt.subplots(figsize=(10, 2), dpi=100)\n",
    "cols_skip = D1.shape[1]//opt.CL[0]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(16):\n",
    "    ax = plt.subplot(2,8,i+1)\n",
    "    ax.plot(D1[512-11:512+14,i*cols_skip+cols_loca],'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x200 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D12\n",
    "import matplotlib.pyplot as plt\n",
    "fig = plt.subplots(figsize=(10, 2), dpi=100)\n",
    "cols_skip = D12.shape[1]//opt.CL[1]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(16):\n",
    "    ax = plt.subplot(2,8,i+1)\n",
    "    plt.plot(D12[512-18:512+35,i*cols_skip+cols_loca], 'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 32 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D123\n",
    "import matplotlib.pyplot as plt\n",
    "plt.subplots(figsize=(10, 4), dpi=100)\n",
    "cols_skip = D123.shape[1]//opt.CL[2]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(32):\n",
    "    ax = plt.subplot(4,8,i+1)\n",
    "    plt.plot(D123[512-42:512+75,i*cols_skip+cols_loca], 'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x400 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D1234\n",
    "import matplotlib.pyplot as plt\n",
    "plt.subplots(figsize=(20, 4), dpi=100)\n",
    "cols_skip = D1234.shape[1]//opt.CL[3]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(64):\n",
    "    ax = plt.subplot(4,16,i+1)\n",
    "    plt.plot(D1234[512-90:512+150,i*cols_skip+cols_loca], 'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
